Self-repairing homomorphic codes for distributed storage systems

Erasure codes provide a storage efficient alternative to replication based redundancy in (networked) storage systems. They however entail high communication overhead for maintenance, when some of the encoded fragments are lost and need to be replenished. Such overheads arise from the fundamental nee...

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Main Authors: Oggier, Frederique, Datta, Anwitaman
Other Authors: School of Physical and Mathematical Sciences
Format: Conference or Workshop Item
Language:English
Published: 2011
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Online Access:https://hdl.handle.net/10356/91857
http://hdl.handle.net/10220/6760
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-918572023-02-28T19:17:33Z Self-repairing homomorphic codes for distributed storage systems Oggier, Frederique Datta, Anwitaman School of Physical and Mathematical Sciences IEEE Conference on Computer Communications (30th : 2011 : Shanghai, China) DRNTU::Engineering::Computer science and engineering::Computer systems organization::Computer-communication networks Erasure codes provide a storage efficient alternative to replication based redundancy in (networked) storage systems. They however entail high communication overhead for maintenance, when some of the encoded fragments are lost and need to be replenished. Such overheads arise from the fundamental need to recreate (or keep separately) first a copy of the whole object before any individual encoded fragment can be generated and replenished. There has been recently intense interest to explore alternatives, most prominent ones being regenerating codes (RGC) and hierarchical codes (HC). We propose as an alternative a new family of codes to improve the maintenance process, which we call self-repairing codes (SRC), with the following salient features: (a) encoded fragments can be repaired directly from other subsets of encoded fragments without having to reconstruct first the original data, ensuring that (b) a fragment is repaired from a fixed number of encoded fragments, the number depending only on how many encoded blocks are missing and independent of which specific blocks are missing. These properties allow for not only low communication overhead to recreate a missing fragment, but also independent reconstruction of different missing fragments in parallel, possibly in different parts of the network. We analyze the static resilience of SRCs with respect to traditional erasure codes, and observe that SRCs incur marginally larger storage overhead in order to achieve the aforementioned properties. The salient SRC properties naturally translate to low communication overheads for reconstruction of lost fragments, and allow reconstruction with lower latency by facilitating repairs in parallel. These desirable properties make self-repairing codes a good and practical candidate for networked distributed storage systems. Accepted version 2011-03-08T09:13:17Z 2019-12-06T18:13:07Z 2011-03-08T09:13:17Z 2019-12-06T18:13:07Z 2011 2011 Conference Paper Oggier, F., & Datta, A. (2011). Self-repairing homomorphic codes for distributed storage systems. IEEE INFOCOM 2011 (30th:2011:Shanghai), pp.1-10. https://hdl.handle.net/10356/91857 http://hdl.handle.net/10220/6760 156212 en © 2011 IEEE. Personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution to servers or lists, or to reuse any copyrighted component of this work in other works must be obtained from the IEEE. This material is presented to ensure timely dissemination of scholarly and technical work. Copyright and all rights therein are retained by authors or by other copyright holders. All persons copying this information are expected to adhere to the terms and constraints invoked by each author's copyright. In most cases, these works may not be reposted without the explicit permission of the copyright holder. http://www.ieee.org/portal/site This material is presented to ensure timely dissemination of scholarly and technical work. Copyright and all rights therein are retained by authors or by other copyright holders. All persons copying this information are expected to adhere to the terms and constraints invoked by each author's copyright. In most cases, these works may not be reposted without the explicit permission of the copyright holder. 11 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Engineering::Computer science and engineering::Computer systems organization::Computer-communication networks
spellingShingle DRNTU::Engineering::Computer science and engineering::Computer systems organization::Computer-communication networks
Oggier, Frederique
Datta, Anwitaman
Self-repairing homomorphic codes for distributed storage systems
description Erasure codes provide a storage efficient alternative to replication based redundancy in (networked) storage systems. They however entail high communication overhead for maintenance, when some of the encoded fragments are lost and need to be replenished. Such overheads arise from the fundamental need to recreate (or keep separately) first a copy of the whole object before any individual encoded fragment can be generated and replenished. There has been recently intense interest to explore alternatives, most prominent ones being regenerating codes (RGC) and hierarchical codes (HC). We propose as an alternative a new family of codes to improve the maintenance process, which we call self-repairing codes (SRC), with the following salient features: (a) encoded fragments can be repaired directly from other subsets of encoded fragments without having to reconstruct first the original data, ensuring that (b) a fragment is repaired from a fixed number of encoded fragments, the number depending only on how many encoded blocks are missing and independent of which specific blocks are missing. These properties allow for not only low communication overhead to recreate a missing fragment, but also independent reconstruction of different missing fragments in parallel, possibly in different parts of the network. We analyze the static resilience of SRCs with respect to traditional erasure codes, and observe that SRCs incur marginally larger storage overhead in order to achieve the aforementioned properties. The salient SRC properties naturally translate to low communication overheads for reconstruction of lost fragments, and allow reconstruction with lower latency by facilitating repairs in parallel. These desirable properties make self-repairing codes a good and practical candidate for networked distributed storage systems.
author2 School of Physical and Mathematical Sciences
author_facet School of Physical and Mathematical Sciences
Oggier, Frederique
Datta, Anwitaman
format Conference or Workshop Item
author Oggier, Frederique
Datta, Anwitaman
author_sort Oggier, Frederique
title Self-repairing homomorphic codes for distributed storage systems
title_short Self-repairing homomorphic codes for distributed storage systems
title_full Self-repairing homomorphic codes for distributed storage systems
title_fullStr Self-repairing homomorphic codes for distributed storage systems
title_full_unstemmed Self-repairing homomorphic codes for distributed storage systems
title_sort self-repairing homomorphic codes for distributed storage systems
publishDate 2011
url https://hdl.handle.net/10356/91857
http://hdl.handle.net/10220/6760
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